Overview
Brought to you by YData
Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 154 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 24.1 KiB |
| Average record size in memory | 160.0 B |
Variable types
| Numeric | 18 |
|---|---|
| Boolean | 8 |
campaña_Verano is highly overall correlated with tem_agua and 1 other fields | High correlation |
campaña_invierno is highly overall correlated with clorofila_a_ug_l and 2 other fields | High correlation |
campaña_otoño is highly overall correlated with dqo_mg_l and 1 other fields | High correlation |
clorofila_a_ug_l is highly overall correlated with campaña_invierno | High correlation |
colif_fecales_ufc_100ml is highly overall correlated with ica | High correlation |
dqo_mg_l is highly overall correlated with campaña_otoño | High correlation |
enteroc_ufc_100ml is highly overall correlated with espumas | High correlation |
espumas is highly overall correlated with enteroc_ufc_100ml | High correlation |
fosf_ortofos_mg_l is highly overall correlated with ica and 1 other fields | High correlation |
ica is highly overall correlated with colif_fecales_ufc_100ml and 3 other fields | High correlation |
microcistina_ug_l is highly overall correlated with tem_agua and 1 other fields | High correlation |
nitrato_mg_l is highly overall correlated with campaña_invierno | High correlation |
od is highly overall correlated with ph | High correlation |
olores is highly overall correlated with ica | High correlation |
p_total_l_mg_l is highly overall correlated with fosf_ortofos_mg_l and 1 other fields | High correlation |
ph is highly overall correlated with od | High correlation |
tem_agua is highly overall correlated with campaña_Verano and 3 other fields | High correlation |
tem_aire is highly overall correlated with campaña_Verano and 2 other fields | High correlation |
turbiedad_ntu is highly overall correlated with campaña_otoño | High correlation |
olores is highly imbalanced (60.5%) | Imbalance |
color is highly imbalanced (58.2%) | Imbalance |
espumas is highly imbalanced (79.3%) | Imbalance |
clorofila_a_ug_l has 5 (3.2%) zeros | Zeros |
Reproduction
| Analysis started | 2024-11-09 15:32:07.770777 |
|---|---|
| Analysis finished | 2024-11-09 15:33:28.662738 |
| Duration | 1 minute and 20.89 seconds |
| Software version | ydata-profiling vv4.12.0 |
| Download configuration | config.json |
Variables
tem_agua
Real number (ℝ)
High correlation
| Distinct | 100 |
|---|---|
| Distinct (%) | 64.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.900195 |
| Minimum | 6 |
|---|---|
| Maximum | 27.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 15.0325 |
| median | 18.03 |
| Q3 | 20.4 |
| 95-th percentile | 25.505 |
| Maximum | 27.4 |
| Range | 21.4 |
| Interquartile range (IQR) | 5.3675 |
Descriptive statistics
| Standard deviation | 4.734447 |
|---|---|
| Coefficient of variation (CV) | 0.26449137 |
| Kurtosis | -0.33114731 |
| Mean | 17.900195 |
| Median Absolute Deviation (MAD) | 2.95 |
| Skewness | -0.12529167 |
| Sum | 2756.63 |
| Variance | 22.414989 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10 | 7 | 4.5% |
| 20 | 6 | 3.9% |
| 18.5 | 5 | 3.2% |
| 18.6 | 5 | 3.2% |
| 17 | 4 | 2.6% |
| 23 | 3 | 1.9% |
| 18.2 | 3 | 1.9% |
| 24.7 | 3 | 1.9% |
| 15.6 | 3 | 1.9% |
| 17.1 | 3 | 1.9% |
| Other values (90) | 112 |
| Value | Count | Frequency (%) |
| 6 | 1 | 0.6% |
| 7 | 2 | 1.3% |
| 8 | 2 | 1.3% |
| 9 | 1 | 0.6% |
| 10 | 7 | |
| 10.01 | 1 | 0.6% |
| 11 | 1 | 0.6% |
| 11.01 | 1 | 0.6% |
| 12 | 1 | 0.6% |
| 12.7 | 2 | 1.3% |
| Value | Count | Frequency (%) |
| 27.4 | 1 | |
| 27 | 1 | |
| 26.3 | 1 | |
| 26.1 | 2 | |
| 26 | 1 | |
| 25.8 | 1 | |
| 25.7 | 1 | |
| 25.4 | 2 | |
| 25.2 | 1 | |
| 25.1 | 1 |
tem_aire
Real number (ℝ)
High correlation
| Distinct | 36 |
|---|---|
| Distinct (%) | 23.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.758571 |
| Minimum | 4 |
|---|---|
| Maximum | 27 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 13 |
| median | 15 |
| Q3 | 18 |
| 95-th percentile | 25.2 |
| Maximum | 27 |
| Range | 23 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 4.8926195 |
|---|---|
| Coefficient of variation (CV) | 0.31047355 |
| Kurtosis | -0.082644355 |
| Mean | 15.758571 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.45626231 |
| Sum | 2426.82 |
| Variance | 23.937726 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=36)
| Value | Count | Frequency (%) |
| 14 | 25 | |
| 13 | 15 | 9.7% |
| 16 | 13 | 8.4% |
| 12 | 12 | 7.8% |
| 17 | 9 | 5.8% |
| 15 | 7 | 4.5% |
| 22 | 6 | 3.9% |
| 23.3 | 5 | 3.2% |
| 8 | 5 | 3.2% |
| 10 | 5 | 3.2% |
| Other values (26) | 52 |
| Value | Count | Frequency (%) |
| 4 | 1 | 0.6% |
| 5 | 1 | 0.6% |
| 6 | 1 | 0.6% |
| 7 | 1 | 0.6% |
| 8 | 5 | |
| 9 | 3 | 1.9% |
| 10 | 5 | |
| 11 | 4 | 2.6% |
| 12 | 12 | |
| 12.3 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 27 | 5 | |
| 26 | 1 | 0.6% |
| 25.2 | 3 | |
| 25 | 1 | 0.6% |
| 23.3 | 5 | |
| 23 | 5 | |
| 22.2 | 2 | 1.3% |
| 22 | 6 | |
| 21 | 2 | 1.3% |
| 20 | 4 |
od
Real number (ℝ)
High correlation
| Distinct | 149 |
|---|---|
| Distinct (%) | 96.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.7581169 |
| Minimum | 0.36 |
|---|---|
| Maximum | 17.61 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 0.36 |
|---|---|
| 5-th percentile | 2.2025 |
| Q1 | 5.315 |
| median | 6.757 |
| Q3 | 8.348 |
| 95-th percentile | 10.8475 |
| Maximum | 17.61 |
| Range | 17.25 |
| Interquartile range (IQR) | 3.033 |
Descriptive statistics
| Standard deviation | 2.6593861 |
|---|---|
| Coefficient of variation (CV) | 0.39350993 |
| Kurtosis | 1.2625353 |
| Mean | 6.7581169 |
| Median Absolute Deviation (MAD) | 1.53 |
| Skewness | 0.21749593 |
| Sum | 1040.75 |
| Variance | 7.0723343 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5.36 | 2 | 1.3% |
| 7 | 2 | 1.3% |
| 9 | 2 | 1.3% |
| 4.28 | 2 | 1.3% |
| 7.85 | 2 | 1.3% |
| 3.5 | 1 | 0.6% |
| 1.5 | 1 | 0.6% |
| 6.3 | 1 | 0.6% |
| 4.49 | 1 | 0.6% |
| 3.85 | 1 | 0.6% |
| Other values (139) | 139 |
| Value | Count | Frequency (%) |
| 0.36 | 1 | |
| 0.45 | 1 | |
| 1.02 | 1 | |
| 1.13 | 1 | |
| 1.39 | 1 | |
| 1.5 | 1 | |
| 1.8 | 1 | |
| 2.17 | 1 | |
| 2.22 | 1 | |
| 2.25 | 1 |
| Value | Count | Frequency (%) |
| 17.61 | 1 | |
| 12.84 | 1 | |
| 12.15 | 1 | |
| 12 | 1 | |
| 11.82 | 1 | |
| 11.05 | 1 | |
| 11.02 | 1 | |
| 10.88 | 1 | |
| 10.83 | 1 | |
| 10.6 | 1 |
ph
Real number (ℝ)
High correlation
| Distinct | 114 |
|---|---|
| Distinct (%) | 74.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.5916234 |
| Minimum | 5 |
|---|---|
| Maximum | 10.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 6.56 |
| Q1 | 7.145 |
| median | 7.54 |
| Q3 | 7.99 |
| 95-th percentile | 8.817 |
| Maximum | 10.02 |
| Range | 5.02 |
| Interquartile range (IQR) | 0.845 |
Descriptive statistics
| Standard deviation | 0.68613411 |
|---|---|
| Coefficient of variation (CV) | 0.09038042 |
| Kurtosis | 2.3340791 |
| Mean | 7.5916234 |
| Median Absolute Deviation (MAD) | 0.408 |
| Skewness | 0.41903492 |
| Sum | 1169.11 |
| Variance | 0.47078001 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.4 | 7 | 4.5% |
| 7.58 | 4 | 2.6% |
| 7.6 | 4 | 2.6% |
| 7.5 | 3 | 1.9% |
| 7.3 | 3 | 1.9% |
| 7.76 | 3 | 1.9% |
| 7.67 | 3 | 1.9% |
| 8.02 | 3 | 1.9% |
| 7.8 | 3 | 1.9% |
| 7.99 | 3 | 1.9% |
| Other values (104) | 118 |
| Value | Count | Frequency (%) |
| 5 | 1 | |
| 6.2 | 1 | |
| 6.37 | 1 | |
| 6.39 | 1 | |
| 6.48 | 1 | |
| 6.53 | 1 | |
| 6.54 | 1 | |
| 6.56 | 2 | |
| 6.59 | 1 | |
| 6.66 | 1 |
| Value | Count | Frequency (%) |
| 10.02 | 1 | |
| 9.98 | 1 | |
| 9.39 | 1 | |
| 9.17 | 1 | |
| 9.16 | 1 | |
| 9.01 | 1 | |
| 8.95 | 1 | |
| 8.83 | 1 | |
| 8.81 | 1 | |
| 8.62 | 1 |
olores
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| False | |
|---|---|
| True | 12 |
| Value | Count | Frequency (%) |
| False | 142 | |
| True | 12 | 7.8% |
color
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| False | |
|---|---|
| True | 13 |
| Value | Count | Frequency (%) |
| False | 141 | |
| True | 13 | 8.4% |
espumas
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| False | |
|---|---|
| True | 5 |
| Value | Count | Frequency (%) |
| False | 149 | |
| True | 5 | 3.2% |
| Value | Count | Frequency (%) |
| False | 127 | |
| True | 27 | 17.5% |
colif_fecales_ufc_100ml
Real number (ℝ)
High correlation
| Distinct | 89 |
|---|---|
| Distinct (%) | 57.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 86134.578 |
| Minimum | 80 |
|---|---|
| Maximum | 4200000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 80 |
|---|---|
| 5-th percentile | 268.5 |
| Q1 | 1200 |
| median | 3900 |
| Q3 | 37500 |
| 95-th percentile | 273500 |
| Maximum | 4200000 |
| Range | 4199920 |
| Interquartile range (IQR) | 36300 |
Descriptive statistics
| Standard deviation | 380085.74 |
|---|---|
| Coefficient of variation (CV) | 4.4126964 |
| Kurtosis | 92.357448 |
| Mean | 86134.578 |
| Median Absolute Deviation (MAD) | 3320 |
| Skewness | 8.9943955 |
| Sum | 13264725 |
| Variance | 1.4446517 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20000 | 6 | 3.9% |
| 1000 | 5 | 3.2% |
| 1400 | 5 | 3.2% |
| 1800 | 5 | 3.2% |
| 900 | 4 | 2.6% |
| 3000 | 4 | 2.6% |
| 1300 | 4 | 2.6% |
| 40000 | 4 | 2.6% |
| 400 | 3 | 1.9% |
| 6500 | 3 | 1.9% |
| Other values (79) | 111 |
| Value | Count | Frequency (%) |
| 80 | 1 | |
| 95 | 1 | |
| 120 | 1 | |
| 130 | 1 | |
| 150 | 1 | |
| 160 | 1 | |
| 200 | 1 | |
| 210 | 1 | |
| 300 | 2 | |
| 360 | 1 |
| Value | Count | Frequency (%) |
| 4200000 | 1 | |
| 1600000 | 1 | |
| 1070000 | 1 | |
| 740000 | 1 | |
| 700000 | 1 | |
| 420000 | 1 | |
| 400000 | 1 | |
| 280000 | 1 | |
| 270000 | 1 | |
| 240000 | 1 |
escher_coli_ufc_100ml
Real number (ℝ)
| Distinct | 78 |
|---|---|
| Distinct (%) | 50.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4070.5779 |
| Minimum | 1 |
|---|---|
| Maximum | 150000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5.65 |
| Q1 | 100 |
| median | 350 |
| Q3 | 1675 |
| 95-th percentile | 12840 |
| Maximum | 150000 |
| Range | 149999 |
| Interquartile range (IQR) | 1575 |
Descriptive statistics
| Standard deviation | 15011.466 |
|---|---|
| Coefficient of variation (CV) | 3.6877973 |
| Kurtosis | 63.204412 |
| Mean | 4070.5779 |
| Median Absolute Deviation (MAD) | 331 |
| Skewness | 7.3356342 |
| Sum | 626869 |
| Variance | 2.2534412 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 17 | 11.0% |
| 200 | 15 | 9.7% |
| 300 | 6 | 3.9% |
| 600 | 5 | 3.2% |
| 500 | 4 | 2.6% |
| 10000 | 4 | 2.6% |
| 1000 | 4 | 2.6% |
| 6 | 4 | 2.6% |
| 2000 | 3 | 1.9% |
| 3 | 3 | 1.9% |
| Other values (68) | 89 |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.6% |
| 2 | 2 | |
| 3 | 3 | |
| 4 | 1 | 0.6% |
| 5 | 1 | 0.6% |
| 6 | 4 | |
| 9 | 1 | 0.6% |
| 13 | 1 | 0.6% |
| 15 | 1 | 0.6% |
| 16 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 150000 | 1 | |
| 80000 | 1 | |
| 50000 | 1 | |
| 44000 | 1 | |
| 35000 | 1 | |
| 28000 | 1 | |
| 15000 | 1 | |
| 14400 | 1 | |
| 12000 | 1 | |
| 11500 | 1 |
enteroc_ufc_100ml
Real number (ℝ)
High correlation
| Distinct | 85 |
|---|---|
| Distinct (%) | 55.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 945.75974 |
| Minimum | 2 |
|---|---|
| Maximum | 28000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 50 |
| median | 300 |
| Q3 | 667.5 |
| 95-th percentile | 2780 |
| Maximum | 28000 |
| Range | 27998 |
| Interquartile range (IQR) | 617.5 |
Descriptive statistics
| Standard deviation | 2999.543 |
|---|---|
| Coefficient of variation (CV) | 3.1715698 |
| Kurtosis | 54.448552 |
| Mean | 945.75974 |
| Median Absolute Deviation (MAD) | 270 |
| Skewness | 6.9803757 |
| Sum | 145647 |
| Variance | 8997258.5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 7 | 4.5% |
| 10 | 6 | 3.9% |
| 300 | 6 | 3.9% |
| 50 | 6 | 3.9% |
| 20 | 5 | 3.2% |
| 1500 | 5 | 3.2% |
| 2 | 5 | 3.2% |
| 30 | 4 | 2.6% |
| 1100 | 3 | 1.9% |
| 80 | 3 | 1.9% |
| Other values (75) | 104 |
| Value | Count | Frequency (%) |
| 2 | 5 | |
| 3 | 1 | 0.6% |
| 4 | 1 | 0.6% |
| 5 | 2 | 1.3% |
| 9 | 1 | 0.6% |
| 10 | 6 | |
| 11 | 1 | 0.6% |
| 20 | 5 | |
| 24 | 1 | 0.6% |
| 27 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 28000 | 1 | |
| 20000 | 1 | |
| 12000 | 1 | |
| 7500 | 1 | |
| 5000 | 1 | |
| 4200 | 1 | |
| 4000 | 1 | |
| 3300 | 1 | |
| 2500 | 1 | |
| 2200 | 1 |
nitrato_mg_l
Real number (ℝ)
High correlation
| Distinct | 84 |
|---|---|
| Distinct (%) | 54.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.7038961 |
| Minimum | 1.9 |
|---|---|
| Maximum | 21.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 1.9 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3.6 |
| median | 5.65 |
| Q3 | 8.675 |
| 95-th percentile | 13.57 |
| Maximum | 21.9 |
| Range | 20 |
| Interquartile range (IQR) | 5.075 |
Descriptive statistics
| Standard deviation | 4.0578639 |
|---|---|
| Coefficient of variation (CV) | 0.60529934 |
| Kurtosis | 1.0475266 |
| Mean | 6.7038961 |
| Median Absolute Deviation (MAD) | 2.5 |
| Skewness | 1.1216834 |
| Sum | 1032.4 |
| Variance | 16.466259 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 6 | 3.9% |
| 3.3 | 5 | 3.2% |
| 1.9 | 4 | 2.6% |
| 5.1 | 4 | 2.6% |
| 3.9 | 4 | 2.6% |
| 3.7 | 4 | 2.6% |
| 5.9 | 4 | 2.6% |
| 2.9 | 3 | 1.9% |
| 5.2 | 3 | 1.9% |
| 5.6 | 3 | 1.9% |
| Other values (74) | 114 |
| Value | Count | Frequency (%) |
| 1.9 | 4 | |
| 2 | 6 | |
| 2.1 | 2 | 1.3% |
| 2.2 | 1 | 0.6% |
| 2.4 | 1 | 0.6% |
| 2.5 | 1 | 0.6% |
| 2.6 | 3 | |
| 2.7 | 3 | |
| 2.8 | 2 | 1.3% |
| 2.9 | 3 |
| Value | Count | Frequency (%) |
| 21.9 | 1 | |
| 20.6 | 1 | |
| 16.4 | 1 | |
| 16.3 | 1 | |
| 16.2 | 1 | |
| 14.8 | 1 | |
| 14.4 | 1 | |
| 13.7 | 1 | |
| 13.5 | 1 | |
| 13.3 | 2 |
nh4_mg_l
Real number (ℝ)
| Distinct | 84 |
|---|---|
| Distinct (%) | 54.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9411558 |
| Minimum | 0.049 |
|---|---|
| Maximum | 23 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 0.049 |
|---|---|
| 5-th percentile | 0.049 |
| Q1 | 0.1025 |
| median | 0.65 |
| Q3 | 1.675 |
| 95-th percentile | 7.655 |
| Maximum | 23 |
| Range | 22.951 |
| Interquartile range (IQR) | 1.5725 |
Descriptive statistics
| Standard deviation | 4.1198027 |
|---|---|
| Coefficient of variation (CV) | 2.1223452 |
| Kurtosis | 16.287446 |
| Mean | 1.9411558 |
| Median Absolute Deviation (MAD) | 0.59 |
| Skewness | 3.9375779 |
| Sum | 298.938 |
| Variance | 16.972774 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.05 | 18 | 11.7% |
| 0.049 | 12 | 7.8% |
| 2 | 5 | 3.2% |
| 0.1 | 5 | 3.2% |
| 0.41 | 5 | 3.2% |
| 1 | 4 | 2.6% |
| 1.9 | 3 | 1.9% |
| 0.45 | 3 | 1.9% |
| 1.3 | 3 | 1.9% |
| 0.75 | 2 | 1.3% |
| Other values (74) | 94 |
| Value | Count | Frequency (%) |
| 0.049 | 12 | |
| 0.05 | 18 | |
| 0.06 | 2 | 1.3% |
| 0.08 | 2 | 1.3% |
| 0.1 | 5 | 3.2% |
| 0.11 | 2 | 1.3% |
| 0.12 | 1 | 0.6% |
| 0.14 | 1 | 0.6% |
| 0.15 | 1 | 0.6% |
| 0.17 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 23 | 2 | |
| 22 | 2 | |
| 19 | 1 | |
| 12 | 1 | |
| 9.3 | 1 | |
| 8.5 | 1 | |
| 7.2 | 1 | |
| 7.1 | 1 | |
| 5.7 | 1 | |
| 5.6 | 1 |
p_total_l_mg_l
Real number (ℝ)
High correlation
| Distinct | 77 |
|---|---|
| Distinct (%) | 50.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.90872727 |
| Minimum | 0.1 |
|---|---|
| Maximum | 30.12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.1365 |
| Q1 | 0.2625 |
| median | 0.385 |
| Q3 | 0.57 |
| 95-th percentile | 1.335 |
| Maximum | 30.12 |
| Range | 30.02 |
| Interquartile range (IQR) | 0.3075 |
Descriptive statistics
| Standard deviation | 3.4159541 |
|---|---|
| Coefficient of variation (CV) | 3.7590531 |
| Kurtosis | 69.689028 |
| Mean | 0.90872727 |
| Median Absolute Deviation (MAD) | 0.145 |
| Skewness | 8.3081646 |
| Sum | 139.944 |
| Variance | 11.668742 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.33 | 8 | 5.2% |
| 0.23 | 6 | 3.9% |
| 0.24 | 5 | 3.2% |
| 0.28 | 4 | 2.6% |
| 0.27 | 4 | 2.6% |
| 0.1 | 4 | 2.6% |
| 0.4 | 4 | 2.6% |
| 1.2 | 4 | 2.6% |
| 0.36 | 4 | 2.6% |
| 0.57 | 3 | 1.9% |
| Other values (67) | 108 |
| Value | Count | Frequency (%) |
| 0.1 | 4 | |
| 0.11 | 1 | 0.6% |
| 0.12 | 1 | 0.6% |
| 0.13 | 2 | |
| 0.14 | 1 | 0.6% |
| 0.15 | 1 | 0.6% |
| 0.17 | 2 | |
| 0.18 | 2 | |
| 0.19 | 3 | |
| 0.2 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 30.12 | 2 | |
| 6.504 | 1 | 0.6% |
| 2.8 | 1 | 0.6% |
| 1.9 | 1 | 0.6% |
| 1.5 | 1 | 0.6% |
| 1.4 | 2 | |
| 1.3 | 2 | |
| 1.2 | 4 | |
| 1.1 | 1 | 0.6% |
| 1.06 | 1 | 0.6% |
fosf_ortofos_mg_l
Real number (ℝ)
High correlation
| Distinct | 62 |
|---|---|
| Distinct (%) | 40.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.41545455 |
| Minimum | 0.1 |
|---|---|
| Maximum | 2.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.1365 |
| Q1 | 0.23 |
| median | 0.33 |
| Q3 | 0.4975 |
| 95-th percentile | 0.924 |
| Maximum | 2.6 |
| Range | 2.5 |
| Interquartile range (IQR) | 0.2675 |
Descriptive statistics
| Standard deviation | 0.30868494 |
|---|---|
| Coefficient of variation (CV) | 0.74300533 |
| Kurtosis | 16.932136 |
| Mean | 0.41545455 |
| Median Absolute Deviation (MAD) | 0.115 |
| Skewness | 3.2483309 |
| Sum | 63.98 |
| Variance | 0.095286393 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.32 | 7 | 4.5% |
| 0.2 | 7 | 4.5% |
| 0.27 | 7 | 4.5% |
| 0.54 | 6 | 3.9% |
| 0.31 | 6 | 3.9% |
| 0.18 | 5 | 3.2% |
| 0.39 | 5 | 3.2% |
| 0.4 | 5 | 3.2% |
| 0.35 | 4 | 2.6% |
| 0.24 | 4 | 2.6% |
| Other values (52) | 98 |
| Value | Count | Frequency (%) |
| 0.1 | 4 | |
| 0.11 | 2 | 1.3% |
| 0.12 | 1 | 0.6% |
| 0.13 | 1 | 0.6% |
| 0.14 | 1 | 0.6% |
| 0.15 | 3 | |
| 0.16 | 2 | 1.3% |
| 0.17 | 2 | 1.3% |
| 0.18 | 5 | |
| 0.19 | 3 |
| Value | Count | Frequency (%) |
| 2.6 | 1 | |
| 1.4 | 2 | |
| 1.3 | 1 | |
| 1.2 | 2 | |
| 1 | 1 | |
| 0.95 | 1 | |
| 0.91 | 1 | |
| 0.88 | 1 | |
| 0.86 | 2 | |
| 0.85 | 2 |
dbo_mg_l
Real number (ℝ)
| Distinct | 71 |
|---|---|
| Distinct (%) | 46.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.7963636 |
| Minimum | 1.9 |
|---|---|
| Maximum | 42 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 1.9 |
|---|---|
| 5-th percentile | 1.9 |
| Q1 | 2.78 |
| median | 5 |
| Q3 | 7.075 |
| 95-th percentile | 14 |
| Maximum | 42 |
| Range | 40.1 |
| Interquartile range (IQR) | 4.295 |
Descriptive statistics
| Standard deviation | 4.6810666 |
|---|---|
| Coefficient of variation (CV) | 0.80758676 |
| Kurtosis | 23.36681 |
| Mean | 5.7963636 |
| Median Absolute Deviation (MAD) | 2.22 |
| Skewness | 3.7376169 |
| Sum | 892.64 |
| Variance | 21.912384 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 16 | 10.4% |
| 5 | 11 | 7.1% |
| 1.9 | 10 | 6.5% |
| 2.78 | 10 | 6.5% |
| 12 | 5 | 3.2% |
| 4 | 4 | 2.6% |
| 5.24 | 4 | 2.6% |
| 6.5 | 4 | 2.6% |
| 2.8 | 3 | 1.9% |
| 14 | 3 | 1.9% |
| Other values (61) | 84 |
| Value | Count | Frequency (%) |
| 1.9 | 10 | |
| 2 | 16 | |
| 2.16 | 1 | 0.6% |
| 2.3 | 1 | 0.6% |
| 2.4 | 2 | 1.3% |
| 2.5 | 2 | 1.3% |
| 2.6 | 1 | 0.6% |
| 2.78 | 10 | |
| 2.8 | 3 | 1.9% |
| 2.96 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 42 | 1 | 0.6% |
| 21 | 1 | 0.6% |
| 18 | 2 | 1.3% |
| 16 | 1 | 0.6% |
| 15 | 1 | 0.6% |
| 14 | 3 | |
| 12 | 5 | |
| 11 | 3 | |
| 10 | 2 | 1.3% |
| 9.4 | 3 |
dqo_mg_l
Real number (ℝ)
High correlation
| Distinct | 48 |
|---|---|
| Distinct (%) | 31.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.188312 |
| Minimum | 29 |
|---|---|
| Maximum | 180 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 29 |
|---|---|
| 5-th percentile | 29 |
| Q1 | 30 |
| median | 30 |
| Q3 | 52.25 |
| 95-th percentile | 85.4 |
| Maximum | 180 |
| Range | 151 |
| Interquartile range (IQR) | 22.25 |
Descriptive statistics
| Standard deviation | 23.477084 |
|---|---|
| Coefficient of variation (CV) | 0.53129624 |
| Kurtosis | 8.5813656 |
| Mean | 44.188312 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.4777461 |
| Sum | 6805 |
| Variance | 551.17346 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=48)
| Value | Count | Frequency (%) |
| 30 | 54 | |
| 29 | 27 | |
| 50 | 7 | 4.5% |
| 39 | 4 | 2.6% |
| 33 | 3 | 1.9% |
| 36 | 3 | 1.9% |
| 48 | 3 | 1.9% |
| 59 | 2 | 1.3% |
| 63 | 2 | 1.3% |
| 80 | 2 | 1.3% |
| Other values (38) | 47 |
| Value | Count | Frequency (%) |
| 29 | 27 | |
| 30 | 54 | |
| 31 | 1 | 0.6% |
| 32 | 2 | 1.3% |
| 33 | 3 | 1.9% |
| 34 | 2 | 1.3% |
| 35 | 1 | 0.6% |
| 36 | 3 | 1.9% |
| 37 | 1 | 0.6% |
| 39 | 4 | 2.6% |
| Value | Count | Frequency (%) |
| 180 | 1 | |
| 135 | 1 | |
| 130 | 1 | |
| 110 | 1 | |
| 94 | 1 | |
| 90 | 1 | |
| 89 | 1 | |
| 88 | 1 | |
| 84 | 1 | |
| 82 | 2 |
turbiedad_ntu
Real number (ℝ)
High correlation
| Distinct | 60 |
|---|---|
| Distinct (%) | 39.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.342857 |
| Minimum | 2.5 |
|---|---|
| Maximum | 130 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 2.5 |
|---|---|
| 5-th percentile | 8.15 |
| Q1 | 17 |
| median | 27.5 |
| Q3 | 45 |
| 95-th percentile | 85 |
| Maximum | 130 |
| Range | 127.5 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 24.213727 |
|---|---|
| Coefficient of variation (CV) | 0.7050586 |
| Kurtosis | 1.4434664 |
| Mean | 34.342857 |
| Median Absolute Deviation (MAD) | 11.5 |
| Skewness | 1.3036196 |
| Sum | 5288.8 |
| Variance | 586.30456 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 12 | 7 | 4.5% |
| 19 | 6 | 3.9% |
| 45 | 6 | 3.9% |
| 22 | 6 | 3.9% |
| 28 | 5 | 3.2% |
| 23 | 5 | 3.2% |
| 90 | 5 | 3.2% |
| 60 | 5 | 3.2% |
| 13 | 5 | 3.2% |
| 26 | 5 | 3.2% |
| Other values (50) | 99 |
| Value | Count | Frequency (%) |
| 2.5 | 1 | |
| 3.3 | 1 | |
| 4.1 | 1 | |
| 6 | 1 | |
| 6.1 | 1 | |
| 7.3 | 1 | |
| 7.5 | 2 | |
| 8.5 | 1 | |
| 8.6 | 1 | |
| 8.9 | 1 |
| Value | Count | Frequency (%) |
| 130 | 1 | 0.6% |
| 110 | 1 | 0.6% |
| 90 | 5 | |
| 85 | 2 | 1.3% |
| 84 | 1 | 0.6% |
| 80 | 2 | 1.3% |
| 75 | 3 | |
| 71 | 1 | 0.6% |
| 70 | 3 | |
| 67 | 1 | 0.6% |
cr_total_mg_l
Real number (ℝ)
| Distinct | 15 |
|---|---|
| Distinct (%) | 9.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5441039 |
| Minimum | 0.005 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 0.005 |
|---|---|
| 5-th percentile | 0.005 |
| Q1 | 0.005 |
| median | 0.005 |
| Q3 | 0.005 |
| 95-th percentile | 6 |
| Maximum | 12 |
| Range | 11.995 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.9460255 |
|---|---|
| Coefficient of variation (CV) | 3.5765697 |
| Kurtosis | 14.250188 |
| Mean | 0.5441039 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.7688688 |
| Sum | 83.792 |
| Variance | 3.7870153 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 0.005 | 117 | |
| 0.006 | 8 | 5.2% |
| 0.007 | 7 | 4.5% |
| 6 | 4 | 2.6% |
| 0.008 | 3 | 1.9% |
| 5 | 3 | 1.9% |
| 0.01 | 2 | 1.3% |
| 0.011 | 2 | 1.3% |
| 7 | 2 | 1.3% |
| 0.009 | 1 | 0.6% |
| Other values (5) | 5 | 3.2% |
| Value | Count | Frequency (%) |
| 0.005 | 117 | |
| 0.006 | 8 | 5.2% |
| 0.007 | 7 | 4.5% |
| 0.008 | 3 | 1.9% |
| 0.009 | 1 | 0.6% |
| 0.01 | 2 | 1.3% |
| 0.011 | 2 | 1.3% |
| 0.015 | 1 | 0.6% |
| 0.02 | 1 | 0.6% |
| 5 | 3 | 1.9% |
| Value | Count | Frequency (%) |
| 12 | 1 | 0.6% |
| 10 | 1 | 0.6% |
| 8 | 1 | 0.6% |
| 7 | 2 | |
| 6 | 4 | |
| 5 | 3 | |
| 0.02 | 1 | 0.6% |
| 0.015 | 1 | 0.6% |
| 0.011 | 2 | |
| 0.01 | 2 |
clorofila_a_ug_l
Real number (ℝ)
High correlation Zeros
| Distinct | 72 |
|---|---|
| Distinct (%) | 46.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 273.63857 |
| Minimum | 0 |
|---|---|
| Maximum | 6410 |
| Zeros | 5 |
| Zeros (%) | 3.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.265 |
| Q1 | 10 |
| median | 10 |
| Q3 | 52.575 |
| 95-th percentile | 1515.5 |
| Maximum | 6410 |
| Range | 6410 |
| Interquartile range (IQR) | 42.575 |
Descriptive statistics
| Standard deviation | 820.55074 |
|---|---|
| Coefficient of variation (CV) | 2.9986662 |
| Kurtosis | 27.056022 |
| Mean | 273.63857 |
| Median Absolute Deviation (MAD) | 1.75 |
| Skewness | 4.7769431 |
| Sum | 42140.34 |
| Variance | 673303.52 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10 | 74 | |
| 0 | 5 | 3.2% |
| 0.3 | 3 | 1.9% |
| 350 | 2 | 1.3% |
| 0.6 | 2 | 1.3% |
| 0.2 | 2 | 1.3% |
| 29.82 | 1 | 0.6% |
| 31.56 | 1 | 0.6% |
| 130.2 | 1 | 0.6% |
| 20.7 | 1 | 0.6% |
| Other values (62) | 62 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 0.1 | 1 | 0.6% |
| 0.2 | 2 | 1.3% |
| 0.3 | 3 | |
| 0.4 | 1 | 0.6% |
| 0.5 | 1 | 0.6% |
| 0.6 | 2 | 1.3% |
| 0.7 | 1 | 0.6% |
| 0.8 | 1 | 0.6% |
| 1 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 6410 | 1 | |
| 4650 | 1 | |
| 3590 | 1 | |
| 2900 | 1 | |
| 2500 | 1 | |
| 2130 | 1 | |
| 1960 | 1 | |
| 1730 | 1 | |
| 1400 | 1 | |
| 1319.7 | 1 |
microcistina_ug_l
Real number (ℝ)
High correlation
| Distinct | 11 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.18577922 |
| Minimum | 0.15 |
|---|---|
| Maximum | 1.67 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 0.15 |
|---|---|
| 5-th percentile | 0.15 |
| Q1 | 0.15 |
| median | 0.15 |
| Q3 | 0.1875 |
| 95-th percentile | 0.2 |
| Maximum | 1.67 |
| Range | 1.52 |
| Interquartile range (IQR) | 0.0375 |
Descriptive statistics
| Standard deviation | 0.15665116 |
|---|---|
| Coefficient of variation (CV) | 0.8432114 |
| Kurtosis | 61.671029 |
| Mean | 0.18577922 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 7.5070192 |
| Sum | 28.61 |
| Variance | 0.024539585 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 0.15 | 109 | |
| 0.2 | 31 | 20.1% |
| 0.16 | 4 | 2.6% |
| 0.19 | 2 | 1.3% |
| 1 | 2 | 1.3% |
| 0.4 | 1 | 0.6% |
| 0.17 | 1 | 0.6% |
| 0.3 | 1 | 0.6% |
| 1.67 | 1 | 0.6% |
| 0.18 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 0.15 | 109 | |
| 0.16 | 4 | 2.6% |
| 0.17 | 1 | 0.6% |
| 0.18 | 1 | 0.6% |
| 0.19 | 2 | 1.3% |
| 0.2 | 31 | 20.1% |
| 0.3 | 1 | 0.6% |
| 0.32 | 1 | 0.6% |
| 0.4 | 1 | 0.6% |
| 1 | 2 | 1.3% |
| Value | Count | Frequency (%) |
| 1.67 | 1 | 0.6% |
| 1 | 2 | 1.3% |
| 0.4 | 1 | 0.6% |
| 0.32 | 1 | 0.6% |
| 0.3 | 1 | 0.6% |
| 0.2 | 31 | |
| 0.19 | 2 | 1.3% |
| 0.18 | 1 | 0.6% |
| 0.17 | 1 | 0.6% |
| 0.16 | 4 | 2.6% |
ica
Real number (ℝ)
High correlation
| Distinct | 38 |
|---|---|
| Distinct (%) | 24.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.071429 |
| Minimum | 23 |
|---|---|
| Maximum | 76 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 23 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 38 |
| median | 42 |
| Q3 | 50 |
| 95-th percentile | 59.35 |
| Maximum | 76 |
| Range | 53 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.9487335 |
|---|---|
| Coefficient of variation (CV) | 0.20305068 |
| Kurtosis | 0.32568788 |
| Mean | 44.071429 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.65752044 |
| Sum | 6787 |
| Variance | 80.079832 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=38)
| Value | Count | Frequency (%) |
| 40 | 13 | 8.4% |
| 42 | 10 | 6.5% |
| 37 | 10 | 6.5% |
| 36 | 9 | 5.8% |
| 38 | 8 | 5.2% |
| 46 | 7 | 4.5% |
| 41 | 7 | 4.5% |
| 39 | 7 | 4.5% |
| 45 | 7 | 4.5% |
| 55 | 6 | 3.9% |
| Other values (28) | 70 |
| Value | Count | Frequency (%) |
| 23 | 1 | 0.6% |
| 25 | 1 | 0.6% |
| 29 | 2 | 1.3% |
| 31 | 1 | 0.6% |
| 32 | 2 | 1.3% |
| 33 | 4 | 2.6% |
| 34 | 3 | 1.9% |
| 35 | 5 | |
| 36 | 9 | |
| 37 | 10 |
| Value | Count | Frequency (%) |
| 76 | 1 | 0.6% |
| 67 | 1 | 0.6% |
| 64 | 1 | 0.6% |
| 62 | 1 | 0.6% |
| 61 | 2 | 1.3% |
| 60 | 2 | 1.3% |
| 59 | 5 | |
| 58 | 4 | |
| 57 | 1 | 0.6% |
| 56 | 2 | 1.3% |
campaña_Primavera
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 117 | |
| True | 37 | 24.0% |
campaña_Verano
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 115 | |
| True | 39 | 25.3% |
campaña_invierno
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 117 | |
| True | 37 | 24.0% |
campaña_otoño
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 113 | |
| True | 41 | 26.6% |
Interactions
Correlations
| campaña_Primavera | campaña_Verano | campaña_invierno | campaña_otoño | clorofila_a_ug_l | colif_fecales_ufc_100ml | color | cr_total_mg_l | dbo_mg_l | dqo_mg_l | enteroc_ufc_100ml | escher_coli_ufc_100ml | espumas | fosf_ortofos_mg_l | ica | mat_susp | microcistina_ug_l | nh4_mg_l | nitrato_mg_l | od | olores | p_total_l_mg_l | ph | tem_agua | tem_aire | turbiedad_ntu | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| campaña_Primavera | 1.000 | 0.300 | 0.288 | 0.312 | 0.000 | 0.000 | 0.037 | 0.427 | 0.111 | 0.227 | 0.000 | 0.000 | 0.000 | 0.108 | 0.206 | 0.000 | 0.000 | 0.000 | 0.294 | 0.168 | 0.109 | 0.175 | 0.000 | 0.471 | 0.443 | 0.318 |
| campaña_Verano | 0.300 | 1.000 | 0.300 | 0.325 | 0.000 | 0.000 | 0.212 | 0.000 | 0.000 | 0.225 | 0.102 | 0.000 | 0.000 | 0.000 | 0.331 | 0.000 | 0.161 | 0.000 | 0.178 | 0.000 | 0.000 | 0.000 | 0.150 | 0.865 | 0.764 | 0.144 |
| campaña_invierno | 0.288 | 0.300 | 1.000 | 0.312 | 0.517 | 0.284 | 0.000 | 0.000 | 0.288 | 0.192 | 0.000 | 0.000 | 0.000 | 0.296 | 0.414 | 0.000 | 0.000 | 0.493 | 0.516 | 0.033 | 0.043 | 0.000 | 0.120 | 0.697 | 0.324 | 0.242 |
| campaña_otoño | 0.312 | 0.325 | 0.312 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.775 | 0.000 | 0.249 | 0.000 | 0.000 | 0.021 | 0.000 | 0.088 | 0.000 | 0.339 | 0.147 | 0.000 | 0.098 | 0.147 | 0.497 | 0.275 | 0.530 |
| clorofila_a_ug_l | 0.000 | 0.000 | 0.517 | 0.000 | 1.000 | 0.106 | 0.000 | -0.030 | 0.211 | -0.119 | -0.290 | -0.366 | 0.000 | 0.164 | -0.236 | 0.000 | 0.196 | 0.014 | 0.369 | 0.191 | 0.000 | 0.142 | 0.295 | -0.239 | -0.045 | -0.085 |
| colif_fecales_ufc_100ml | 0.000 | 0.000 | 0.284 | 0.000 | 0.106 | 1.000 | 0.070 | 0.215 | 0.354 | 0.215 | 0.271 | 0.225 | 0.257 | 0.329 | -0.603 | 0.131 | -0.258 | 0.384 | 0.229 | -0.319 | 0.293 | 0.366 | -0.169 | -0.318 | 0.080 | -0.152 |
| color | 0.037 | 0.212 | 0.000 | 0.000 | 0.000 | 0.070 | 1.000 | 0.000 | 0.000 | 0.000 | 0.431 | 0.336 | 0.399 | 0.186 | 0.363 | 0.247 | 0.107 | 0.354 | 0.000 | 0.273 | 0.473 | 0.130 | 0.259 | 0.300 | 0.181 | 0.000 |
| cr_total_mg_l | 0.427 | 0.000 | 0.000 | 0.000 | -0.030 | 0.215 | 0.000 | 1.000 | 0.193 | 0.201 | -0.006 | 0.113 | 0.000 | 0.301 | -0.352 | 0.000 | -0.293 | 0.124 | -0.038 | -0.002 | 0.000 | 0.398 | -0.013 | -0.204 | -0.227 | 0.166 |
| dbo_mg_l | 0.111 | 0.000 | 0.288 | 0.000 | 0.211 | 0.354 | 0.000 | 0.193 | 1.000 | -0.021 | -0.012 | 0.085 | 0.194 | 0.449 | -0.373 | 0.000 | -0.053 | 0.321 | 0.072 | 0.029 | 0.372 | 0.449 | 0.204 | -0.114 | -0.056 | -0.305 |
| dqo_mg_l | 0.227 | 0.225 | 0.192 | 0.775 | -0.119 | 0.215 | 0.000 | 0.201 | -0.021 | 1.000 | 0.172 | 0.256 | 0.000 | 0.010 | -0.183 | 0.000 | -0.372 | -0.061 | 0.183 | 0.032 | 0.000 | 0.121 | 0.007 | -0.302 | -0.246 | 0.331 |
| enteroc_ufc_100ml | 0.000 | 0.102 | 0.000 | 0.000 | -0.290 | 0.271 | 0.431 | -0.006 | -0.012 | 0.172 | 1.000 | 0.478 | 0.602 | -0.043 | -0.141 | 0.289 | 0.079 | 0.000 | -0.033 | -0.266 | 0.355 | 0.054 | -0.094 | 0.103 | 0.160 | 0.032 |
| escher_coli_ufc_100ml | 0.000 | 0.000 | 0.000 | 0.249 | -0.366 | 0.225 | 0.336 | 0.113 | 0.085 | 0.256 | 0.478 | 1.000 | 0.405 | -0.033 | -0.066 | 0.205 | -0.123 | 0.026 | -0.115 | -0.240 | 0.218 | 0.151 | -0.092 | 0.130 | -0.011 | 0.068 |
| espumas | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.257 | 0.399 | 0.000 | 0.194 | 0.000 | 0.602 | 0.405 | 1.000 | 0.368 | 0.338 | 0.240 | 0.000 | 0.461 | 0.000 | 0.000 | 0.419 | 0.000 | 0.167 | 0.213 | 0.000 | 0.000 |
| fosf_ortofos_mg_l | 0.108 | 0.000 | 0.296 | 0.000 | 0.164 | 0.329 | 0.186 | 0.301 | 0.449 | 0.010 | -0.043 | -0.033 | 0.368 | 1.000 | -0.503 | 0.000 | 0.158 | 0.298 | 0.039 | -0.214 | 0.345 | 0.776 | 0.137 | -0.057 | 0.055 | -0.404 |
| ica | 0.206 | 0.331 | 0.414 | 0.021 | -0.236 | -0.603 | 0.363 | -0.352 | -0.373 | -0.183 | -0.141 | -0.066 | 0.338 | -0.503 | 1.000 | 0.270 | 0.210 | -0.494 | -0.156 | 0.256 | 0.560 | -0.575 | -0.007 | 0.334 | 0.049 | 0.277 |
| mat_susp | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.131 | 0.247 | 0.000 | 0.000 | 0.000 | 0.289 | 0.205 | 0.240 | 0.000 | 0.270 | 1.000 | 0.000 | 0.152 | 0.000 | 0.272 | 0.269 | 0.000 | 0.214 | 0.307 | 0.254 | 0.000 |
| microcistina_ug_l | 0.000 | 0.161 | 0.000 | 0.088 | 0.196 | -0.258 | 0.107 | -0.293 | -0.053 | -0.372 | 0.079 | -0.123 | 0.000 | 0.158 | 0.210 | 0.000 | 1.000 | -0.335 | -0.101 | -0.108 | 0.000 | 0.040 | 0.062 | 0.604 | 0.555 | -0.079 |
| nh4_mg_l | 0.000 | 0.000 | 0.493 | 0.000 | 0.014 | 0.384 | 0.354 | 0.124 | 0.321 | -0.061 | 0.000 | 0.026 | 0.461 | 0.298 | -0.494 | 0.152 | -0.335 | 1.000 | -0.070 | -0.260 | 0.384 | 0.321 | -0.152 | -0.257 | -0.150 | -0.452 |
| nitrato_mg_l | 0.294 | 0.178 | 0.516 | 0.339 | 0.369 | 0.229 | 0.000 | -0.038 | 0.072 | 0.183 | -0.033 | -0.115 | 0.000 | 0.039 | -0.156 | 0.000 | -0.101 | -0.070 | 1.000 | 0.136 | 0.000 | 0.022 | 0.149 | -0.242 | 0.039 | -0.029 |
| od | 0.168 | 0.000 | 0.033 | 0.147 | 0.191 | -0.319 | 0.273 | -0.002 | 0.029 | 0.032 | -0.266 | -0.240 | 0.000 | -0.214 | 0.256 | 0.272 | -0.108 | -0.260 | 0.136 | 1.000 | 0.100 | -0.233 | 0.587 | -0.224 | -0.137 | 0.260 |
| olores | 0.109 | 0.000 | 0.043 | 0.000 | 0.000 | 0.293 | 0.473 | 0.000 | 0.372 | 0.000 | 0.355 | 0.218 | 0.419 | 0.345 | 0.560 | 0.269 | 0.000 | 0.384 | 0.000 | 0.100 | 1.000 | 0.000 | 0.262 | 0.000 | 0.000 | 0.150 |
| p_total_l_mg_l | 0.175 | 0.000 | 0.000 | 0.098 | 0.142 | 0.366 | 0.130 | 0.398 | 0.449 | 0.121 | 0.054 | 0.151 | 0.000 | 0.776 | -0.575 | 0.000 | 0.040 | 0.321 | 0.022 | -0.233 | 0.000 | 1.000 | 0.107 | -0.073 | -0.011 | -0.303 |
| ph | 0.000 | 0.150 | 0.120 | 0.147 | 0.295 | -0.169 | 0.259 | -0.013 | 0.204 | 0.007 | -0.094 | -0.092 | 0.167 | 0.137 | -0.007 | 0.214 | 0.062 | -0.152 | 0.149 | 0.587 | 0.262 | 0.107 | 1.000 | -0.207 | -0.199 | 0.017 |
| tem_agua | 0.471 | 0.865 | 0.697 | 0.497 | -0.239 | -0.318 | 0.300 | -0.204 | -0.114 | -0.302 | 0.103 | 0.130 | 0.213 | -0.057 | 0.334 | 0.307 | 0.604 | -0.257 | -0.242 | -0.224 | 0.000 | -0.073 | -0.207 | 1.000 | 0.653 | -0.017 |
| tem_aire | 0.443 | 0.764 | 0.324 | 0.275 | -0.045 | 0.080 | 0.181 | -0.227 | -0.056 | -0.246 | 0.160 | -0.011 | 0.000 | 0.055 | 0.049 | 0.254 | 0.555 | -0.150 | 0.039 | -0.137 | 0.000 | -0.011 | -0.199 | 0.653 | 1.000 | -0.061 |
| turbiedad_ntu | 0.318 | 0.144 | 0.242 | 0.530 | -0.085 | -0.152 | 0.000 | 0.166 | -0.305 | 0.331 | 0.032 | 0.068 | 0.000 | -0.404 | 0.277 | 0.000 | -0.079 | -0.452 | -0.029 | 0.260 | 0.150 | -0.303 | 0.017 | -0.017 | -0.061 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| tem_agua | tem_aire | od | ph | olores | color | espumas | mat_susp | colif_fecales_ufc_100ml | escher_coli_ufc_100ml | enteroc_ufc_100ml | nitrato_mg_l | nh4_mg_l | p_total_l_mg_l | fosf_ortofos_mg_l | dbo_mg_l | dqo_mg_l | turbiedad_ntu | cr_total_mg_l | clorofila_a_ug_l | microcistina_ug_l | ica | campaña_Primavera | campaña_Verano | campaña_invierno | campaña_otoño | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 24.5 | 23.3 | 5.30 | 6.56 | False | False | False | True | 2200.0 | 100.0 | 130.0 | 2.9 | 0.420 | 0.23 | 0.15 | 6.2 | 29.0 | 90.0 | 0.005 | 10.0 | 0.2 | 55.0 | False | True | False | False |
| 1 | 25.4 | 23.3 | 2.25 | 6.56 | True | True | False | False | 1200.0 | 200.0 | 400.0 | 3.3 | 0.510 | 0.41 | 0.35 | 5.8 | 29.0 | 34.0 | 0.005 | 10.0 | 0.2 | 42.0 | False | True | False | False |
| 2 | 24.6 | 23.3 | 2.94 | 6.59 | False | True | False | False | 1800.0 | 200.0 | 580.0 | 6.5 | 0.050 | 0.59 | 0.54 | 1.9 | 29.0 | 17.0 | 0.005 | 10.0 | 0.2 | 45.0 | False | True | False | False |
| 3 | 25.2 | 23.3 | 2.22 | 7.45 | True | True | False | False | 1400.0 | 100.0 | 300.0 | 7.4 | 1.000 | 0.38 | 0.40 | 5.8 | 29.0 | 23.0 | 0.005 | 10.0 | 0.2 | 46.0 | False | True | False | False |
| 4 | 24.1 | 20.0 | 1.02 | 6.39 | False | True | False | True | 1100.0 | 100.0 | 370.0 | 8.8 | 0.049 | 0.55 | 0.54 | 2.6 | 59.0 | 18.0 | 0.005 | 10.0 | 0.2 | 44.0 | False | True | False | False |
| 5 | 24.9 | 23.3 | 3.50 | 6.53 | False | False | False | True | 3200.0 | 200.0 | 750.0 | 4.4 | 3.500 | 1.10 | 0.91 | 3.9 | 130.0 | 8.9 | 0.005 | 10.0 | 0.2 | 40.0 | False | True | False | False |
| 6 | 24.5 | 20.0 | 1.50 | 6.54 | False | True | False | True | 18000.0 | 1500.0 | 100.0 | 5.6 | 2.000 | 0.73 | 0.60 | 3.5 | 42.0 | 12.0 | 0.005 | 10.0 | 0.4 | 35.0 | False | True | False | False |
| 7 | 24.5 | 21.0 | 6.30 | 6.48 | False | True | False | False | 1000.0 | 200.0 | 1200.0 | 3.1 | 0.049 | 0.17 | 0.16 | 5.5 | 69.0 | 90.0 | 0.005 | 10.0 | 0.2 | 46.0 | False | True | False | False |
| 8 | 23.4 | 21.0 | 4.49 | 6.76 | False | False | False | False | 400.0 | 100.0 | 220.0 | 1.9 | 0.100 | 0.21 | 0.19 | 1.9 | 29.0 | 39.0 | 0.005 | 10.0 | 0.2 | 58.0 | False | True | False | False |
| 9 | 21.5 | 23.0 | 3.85 | 6.66 | False | False | False | True | 2200.0 | 100.0 | 270.0 | 5.4 | 0.049 | 0.28 | 0.39 | 1.9 | 29.0 | 28.0 | 0.005 | 10.0 | 0.2 | 51.0 | False | True | False | False |
| tem_agua | tem_aire | od | ph | olores | color | espumas | mat_susp | colif_fecales_ufc_100ml | escher_coli_ufc_100ml | enteroc_ufc_100ml | nitrato_mg_l | nh4_mg_l | p_total_l_mg_l | fosf_ortofos_mg_l | dbo_mg_l | dqo_mg_l | turbiedad_ntu | cr_total_mg_l | clorofila_a_ug_l | microcistina_ug_l | ica | campaña_Primavera | campaña_Verano | campaña_invierno | campaña_otoño | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 17.48 | 10.0 | 8.656 | 7.890 | False | False | False | False | 150.0 | 100.0 | 30.0 | 6.2 | 0.14 | 0.60 | 0.38 | 2.78 | 72.0 | 39.0 | 10.000 | 74.2 | 0.15 | 41.0 | True | False | False | False |
| 159 | 16.00 | 7.0 | 11.050 | 9.170 | False | False | False | False | 210.0 | 80.0 | 90.0 | 5.9 | 0.15 | 0.36 | 0.21 | 2.78 | 33.0 | 31.0 | 0.005 | 36.5 | 0.19 | 38.0 | True | False | False | False |
| 160 | 17.20 | 6.0 | 8.380 | 8.090 | False | False | False | False | 95.0 | 35.0 | 50.0 | 5.7 | 0.41 | 0.29 | 0.23 | 2.78 | 46.0 | 26.0 | 0.005 | 29.4 | 0.15 | 41.0 | True | False | False | False |
| 161 | 18.00 | 4.0 | 7.360 | 7.870 | False | False | False | False | 800.0 | 700.0 | 220.0 | 5.4 | 2.30 | 0.36 | 0.23 | 4.00 | 30.0 | 23.0 | 0.005 | 16.7 | 0.15 | 37.0 | True | False | False | False |
| 162 | 17.10 | 5.0 | 8.980 | 8.050 | False | False | False | False | 130.0 | 30.0 | 45.0 | 6.1 | 0.40 | 0.24 | 0.24 | 2.78 | 30.0 | 39.0 | 0.005 | 0.6 | 0.15 | 54.0 | True | False | False | False |
| 163 | 10.00 | 12.0 | 6.794 | 7.856 | False | False | False | True | 800.0 | 600.0 | 400.0 | 6.9 | 0.38 | 0.24 | 0.24 | 4.00 | 30.0 | 23.0 | 0.005 | 2.1 | 0.15 | 43.0 | True | False | False | False |
| 164 | 10.00 | 12.0 | 4.238 | 7.414 | False | True | False | True | 80000.0 | 80000.0 | 12000.0 | 5.2 | 1.20 | 30.12 | 0.39 | 3.90 | 31.0 | 18.2 | 0.005 | 20.2 | 0.15 | 37.0 | True | False | False | False |
| 165 | 10.00 | 12.0 | 6.604 | 7.478 | False | False | False | True | 1400.0 | 1000.0 | 380.0 | 4.6 | 0.80 | 0.45 | 0.43 | 7.26 | 30.0 | 40.0 | 0.005 | 0.2 | 0.15 | 49.0 | True | False | False | False |
| 166 | 10.00 | 12.0 | 7.776 | 7.460 | False | False | False | True | 1800.0 | 1500.0 | 500.0 | 5.2 | 0.55 | 0.27 | 0.27 | 6.78 | 39.0 | 90.0 | 5.000 | 10.5 | 0.15 | 39.0 | True | False | False | False |
| 167 | 10.00 | 12.0 | 7.438 | 7.850 | False | False | False | True | 900.0 | 600.0 | 480.0 | 5.1 | 0.21 | 0.48 | 0.35 | 4.76 | 30.0 | 70.0 | 5.000 | 48.0 | 0.15 | 34.0 | True | False | False | False |